01 / Category opportunity
A US desk-organizer pilot
Is a direct-to-consumer adult desk organizer worth testing in the United States?
Demonstration · Synthetic inputs. Every commercial price, cost and volume below is hypothetical. Computed figures are arithmetic on those inputs, not observed market facts or forecasts.
Official sources provide selected context and the calculation method. This is an authored example, not a client report or a live analysis run.
Conclusion under these assumptions
Test the proposition before committing to a launch. The assumed unit economics leave room for a pilot, but category demand is still unmeasured.
What to do
Get supplier and fulfillment quotes, then test willingness to pay with the intended US audience. Set a separate cash cap before taking orders; only promise shipping you can support.
Key evidence
Computed demonstration, conditional on synthetic inputs.
- At a synthetic $48.00 net price and $38.00 variable cost, contribution is $10.00 per order.
- 50 orders cover the assumed $500.00 fixed pilot cost. This is a hurdle, not an expected sales count.
- An acquisition-cost increase from $10.00 to $15.00 doubles the hurdle from 50 to 100 orders, with all other inputs held constant.
What this does not establish
- No desk-organizer market size, customer interviews, observed conversion, competitor-price sample or demand forecast is provided. This example does not establish a category opportunity.
- All commercial inputs are invented for demonstration. The 45-day horizon is a planning window, not a sales forecast; 50 orders may never arrive.
- The result covers only listed costs. Owner pay, general overhead, financing, taxes, additional compliance costs and inventory cash timing are excluded. Fixed setup cost is not a total cash budget.
When to revisit
- Replace the acquisition and returns allowances with measured cohort costs after returns have had time to mature. Recalculate before expanding the pilot.
- If actual acquisition cost reaches $20.00 with other inputs unchanged, contribution becomes zero: stop paid scaling and change the offer or costs.
- Revisit immediately if net price, supplier quote, fulfillment promise or available cash changes; do not wait for the 45-day window to end.
Inputs and calculations
One order contains one unit. The planning window is a synthetic 45-day pilot; fixed costs cover that entire window. All per-order costs are held constant, with no capacity step, discounts or repeat-purchase effects.
| Input | United States (USD) |
|---|---|
| Net selling price | $48.00 |
| Landed product | $16.00 |
| Packaging | $2.00 |
| Fulfillment and outbound shipping | $5.00 |
| Payment processing | $2.00 |
| Expected returns and damage allowance | $3.00 |
| Customer acquisition per order | $10.00 |
| Fixed cost for the whole pilot | $500.00 |
| Market | Variable cost / order | Contribution / order | Whole orders to cover fixed cost |
|---|---|---|---|
| United States | $38.00 | $10.00 | 50 |
| Synthetic acquisition / order | Contribution / order | Break-even orders | Result at 50 orders |
|---|---|---|---|
| $10.00 | $10.00 | 50 | $0.00 |
| $15.00 | $5.00 | 100 | -$250.00 |
| $20.00 | $0.00 | No finite break-even | -$500.00 |
Method and rounding
Variable cost is the sum of the six listed per-order components. Contribution per order = net price − variable cost. Break-even orders = fixed cost ÷ positive contribution, rounded up to a whole order. Result at a given volume = orders × contribution − listed fixed cost.
At zero or negative contribution there is no finite break-even for the positive fixed costs here. Prices and costs are stored and computed as integer cents; the display uses two decimals. SBA describes the single-product break-even method.
The returns allowance is an assumed expected cost per original order, not a return-rate estimate. The model assumes it captures lost revenue and net reverse-logistics costs; replace it with consistent actual cohort data, avoiding double counting.
Sources
Official context is separate from the synthetic commercial inputs. No source below supplies the prices, costs or sales volumes in this example.
Official context · U.S. Small Business Administration
Plan your business — break-even analysisFixed costs divided by price less variable cost gives break-even units. We round upward to whole orders.
Scope limit: A cost model does not measure demand, conversion or the probability of reaching that volume.
United States; calculation method · Orders for a single product
Undated live guidance; checked 31 October 2026. Checked 2026-10-31.Official context · U.S. Federal Trade Commission
Mail, Internet, or Telephone Order Merchandise Rule — business guideFor covered merchandise, sellers need a reasonable basis for their shipping promise; without a stated time, the usual rule is 30 days. Delay consent or refunds may be required.
Scope limit: Selected fulfillment context, with exceptions in the source; not a complete compliance review or evidence of customer demand.
United States · Shipment obligations; days
Undated live guide; checked 31 October 2026. Checked 2026-10-31.Official context · U.S. Census Bureau
Quarterly Retail E-Commerce Sales — scope and revision noticeThe series describes aggregate US retail e-commerce, not the desk-organizer category or this product’s audience.
Scope limit: No sales estimate from this release enters the calculations. Aggregate channel size cannot establish SKU demand, and the revision warning prevents using the old estimate as current.
United States; all retail · Aggregate retail sales; no figure used in this model
Q2 2026 release: 18 August 2026; revision notice: 28 September 2026. The page says its estimates are no longer the most up to date. Checked 2026-10-31.
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